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RoadmapGovern · Assurance & Eval Lab

Checks that run before anything reaches a learner

Every release candidate runs a suite of checks: grounding, contradictions, objective coverage, item quality, reading level, accessibility and your own policy rules. Failures block release; warnings need a reviewer's note. Today's drafts already include review notes that flag gaps and claims to verify.

Assurance & Eval Lab preview with fictional sample data

Illustrative preview of the roadmap workbench · fictional sample data

RoadmapA product direction we are designing toward. Not available today. The workbench shows an interactive preview with illustrative data.
Capabilities

What Assurance & Eval Lab does

Grounding checks

Every claim must cite an approved passage.

Roadmap

Contradiction checks

No claim may conflict with a newer source.

Roadmap

Item quality

Objective coverage, plausible distractors, no 'all of the above'.

Roadmap

Readability & accessibility

Reading level targets, alt text, captions, contrast and keyboard access.

Roadmap

Your policy rules

Brand terms, banned claims, required disclaimers.

Roadmap

Review notes today

Every live draft lists source gaps and claims an expert should check.

Live today
How it works

From source to release

STEP 01

Define gates

Pick the checks that must pass and who signs off.

STEP 02

Run on every candidate

Checks run automatically on each Training PR and release.

STEP 03

Fix or justify

Failures block; warnings need a reviewer's note.

STEP 04

Keep the evidence

Results are stored with the release for audits.

Try it

Interactive preview

A front-end demonstration with fictional data, so you can feel the workflow before it ships. Nothing here touches a real system.

eval lab/release candidate v2.4.1
Illustrative data
Grounding: claims cite approved passagesqueued
Contradictions with newer sourcesqueued
Objective coverage ≥ 2 itemsqueued
Distractor qualityqueued
Reading level ≤ grade 9queued
Inclusive languagequeued
Locale parity (fr-FR)queued
7 checks queued
Depth

Designed for the hard cases

The details that separate a governed system from a generator. All of these are roadmap design, shown so you can judge the direction.

Under the hoodRoadmap

Regression suite

Re-run past checks on every change so fixed problems stay fixed.

Under the hoodRoadmap

Model change qualification

Replay an eval set before adopting a new AI model version, then promote it deliberately.

Under the hoodRoadmap

Critical coverage

Every critical obligation must be taught and assessed.

Under the hoodRoadmap

Policy rules engine

Your own rules as code: required disclaimers, banned claims, terms.

Under the hoodRoadmap

Accessibility critic

Alt text, captions, reading order and contrast checked per release.

Under the hoodRoadmap

Assurance package

The checks, results and sign-offs bundled with each release.

Honest status

What works today, and what is coming

Today

Live today
  • Review notes flag gaps and claims to check in every draft
  • Human review before publishing is built into the workflow

Open the app →

On the roadmap

Roadmap
  • Automated grounding, contradiction and coverage checks
  • Readability and accessibility checks
  • Custom policy rules
  • Eval suites and tutor red-team runs

See the roadmap →

FAQ

Questions

Will checks replace expert review?
No. They make review faster and more consistent. A subject-matter expert still approves what ships.
Can we add our own rules?
That's the design: brand, legal and policy rules you define, run on every release.

Start with the part that works today

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